In [2]:
import numpy as np
import matplotlib.pyplot as plt
from matplotlib import gridspec
import seaborn as sns
import glob
import os
import re
import pandas as pd
import tarfile
from sklearn.decomposition import PCA
import P4J

%matplotlib inline
plt.rcParams['figure.figsize'] = (9, 6)
sns.set(style="whitegrid", color_codes=True, context="poster")

mainpath = '/Users/jorgetil/Astro/HITS'
/Users/jorgetil/miniconda/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.
  warnings.warn(self.msg_depr % (key, alt_key))
In [113]:
def give_me_lc(field, CCD, X, Y, extract=False):
    year = field[:-3]
    try:
        tar = tarfile.open("%s/lightcurves/%s/%s/%s/%s_%s_gr_LC_50.tar.gz" 
                           % (mainpath, year, field, CCD, field, CCD))
        fil = tar.extractfile('%s_%s_%s_%s_g.dat' % (field, CCD, X, Y))
        if extract:
            tar.extract('%s_%s_%s_%s_g.dat' % (field, CCD, X, Y),
                    path='/Users/jorgetil/Astro/HITS/lightcurves/samples/.')
    except:
        print 'No tar file or element in tar file'
        return None
    
    time, mag, err = [], [], []
    for line in fil:
        if line[0] == '#': continue
        values = line.split()
        time.append(float(values[1]))
        mag.append(float(values[2]))
        err.append(float(values[3]))
    time = np.asarray(time)
    mag= np.asarray(mag)
    err = np.asarray(err)
    
    try:
        fil = tar.extractfile('%s_%s_%s_%s_r.dat' % (field, CCD, X, Y))
        #tar.extract('%s_%s_%s_%s_r.dat' % (field, CCD, X, Y)
        #                , path='/Users/jorgetil/Downloads/.')
        time2, mag2, err2 = [], [], []
        for line in fil:
            if line[0] == '#': continue
            values = line.split()
            time2.append(float(values[1]))
            mag2.append(float(values[2]))
            err2.append(float(values[3]))
        time2 = np.asarray(time2)
        mag2 = np.asarray(mag2)
        err2 = np.asarray(err2)
        return time, mag, err, time2, mag2, err2
    except:
        print 'No lightcurve for other filter'
        return time, mag, err, None, None, None
In [105]:
# load feature table into DF
table_file = '%s/tables/Blind15A_tables+feat_pl_var_type_spCL_spClass.csv' % (mainpath)
#table_file = '%s/tables/Blind15A_label_to_web.csv' % (mainpath)
table_15 = pd.read_csv(table_file)
table_15.set_index('ID', inplace=True)
/Users/jorgetil/miniconda/lib/python2.7/site-packages/IPython/core/interactiveshell.py:2723: DtypeWarning: Columns (81,82,83,84) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)
table_15 = table_15.set_index('ID').dropna(subset=['ELLIPTICITY', 'FLUX_RADIUS', 'FWHM','KRON_RADIUS'])table_15.query('Mean>=16 and Median_g>=16',inplace=True)
In [29]:
print table_15.shape
(965142, 79)
# CMD of detections g = sns.jointplot(x="Color", y="Mean", data=table_15, kind="scatter", stat_func=None, size=10, ratio=5, color='b')# distribution of Perdio from LS plt.hist(table_15['MedianAbsDev'], bins=50, color='b', log=True, histtype = 'stepfilled', label='All', alpha=0.7) #plt.hist(table_15.query('Var_Type=="QSO"')['Eta_e'], color='g', log=True, # histtype = 'stepfilled', label='QSO') plt.legend(loc='best') plt.xlabel('MedianAbsDev') plt.ylabel('N') plt.show()# distribution of Perdio from LS plt.hist(table_15['Psi_eta'], bins=50, color='b', log=True, histtype = 'stepfilled', label='All', alpha=0.7) #plt.hist(table_15.query('Var_Type=="QSO"')['Psi_eta'], color='g', log=True, # histtype = 'stepfilled', label='QSO') plt.legend(loc='best') plt.xlabel('Psi_eta') plt.ylabel('N') plt.show()plt.hist(table_15['Meanvariance'], bins=50, color='g', log=True, alpha=0.7, histtype = 'stepfilled') plt.show()# distribution of Period_fit plt.hist(table_15['Std'], bins=50, color='b', log=True, histtype = 'stepfilled', label='All', alpha=0.7) #plt.hist(table_15.query('spCl=="GALAXY"')['Meanvariance'], color='g', log=True, # histtype = 'stepfilled', label='GALAXY') #plt.hist(table_15.query('Var_Type=="RRLYR"')['Meanvariance'], color='r', log=True, # histtype = 'stepfilled', label='RRLYR') plt.legend(loc='best') plt.xlabel('Period_fit') plt.ylabel('N') plt.show()def threshold(a, threshmin=None, threshmax=None): """ Clip array to a given value. Similar to numpy.clip(), except that values less than `threshmin` or greater than `threshmax` are replaced by `newval`, instead of by `threshmin` and `threshmax` respectively. Parameters ---------- a : ndarray Input data threshmin : {None, float}, optional Lower threshold. If None, set to the minimum value. threshmax : {None, float}, optional Upper threshold. If None, set to the maximum value. newval : {0, float}, optional Value outside the thresholds. Returns ------- threshold : ndarray Returns `a`, with values less then `threshmin` and values greater `threshmax` replaced with `newval`. """ a = np.asarray(a).copy() mask = np.zeros(a.shape, dtype=bool) if threshmin is not None: mask |= (a < threshmin) if threshmax is not None: mask |= (a > threshmax) return ~maskperiodic_only = table_15.query('Var_Type == "RRLYR"or Var_Type == "CEP" or Var_Type == "EB"').index ratio = table_15.WMCC_Period[periodic_only]/table_15.PeriodLS[periodic_only] idx_equal = ratio.index[threshold(ratio.values, threshmin=0.9, threshmax=1.1)] idx_non_equal = ratio.index[~threshold(ratio.values, threshmin=0.9, threshmax=1.1)] print periodic_only.shape print table_15.loc[idx_equal].shape print table_15.loc[idx_non_equal].shape table_15_filter = table_15.loc[idx_non_equal] table_15_filter
In [107]:
plt.plot(table_15.PeriodLS, table_15.WMCC_Period, 'b.')
plt.xlim(0,15)
plt.xlim(0,15)
plt.show()
In [133]:
table_15_sub = table_15.loc[['Blind15A_42_S21_1410_0699','Blind15A_48_S10_1986_1958',
                            'Blind15A_20_S17_1015_1087']]
In [141]:
WCMM_new = []
WCMM_old = []
ls = []
periodogram = True
#for idx, row in table_15.query('WMCC_conf >= 0.98 and PeriodLS >= 1.5').head(50).iterrows():
for idx, row in table_15.query('Var_Type == "RRLYR"').sort_index().iterrows():
    print '\r',idx
    label = row['Var_Type']
    print row[['Var_Type','FLUX_RADIUS','ELLIPTICITY','FWHM',
               'FLAGS','Mean','Median_g',
               'Std','MedianAbsDev','Meanvariance','Eta_e',
               'Pred_Var_Type','Prob_Pred','PeriodLS',
               'Period_fit', 'WMCC_Period', 'WMCC_conf']]
    T = float(row['PeriodLS'])
    field, CCD, X, Y = re.findall(
            r'(\w+\d+\w?\_\d\d?)\_(\w\d+?)\_(\d+)\_(\d+)', idx)[0]
    try:
        time, mag, err, time2, mag2, err2 = give_me_lc(field, CCD, X, Y,extract=False)
    except:
        print 'fail during LC read'
        continue
    
    if periodogram:
        M = 1
        WMCC_model = P4J.periodogram(M=M, method='WMCC')
        WMCC_model.fit(time, mag, err)
        freq, per = WMCC_model.grid_search(fmin=1/30.0, fmax=1/.01, fres_coarse=2,
                                            fres_fine=0.05, n_local_max=10)
        fbest = WMCC_model.get_best_frequency()
        WMCC_model.fit_extreme_cdf(n_bootstrap=40, n_frequencies=40)
        falsa_alarm = np.asarray([0.05, 0.01, 0.001])
        per_levels = WMCC_model.get_FAP(falsa_alarm)
        confidence_best_freq = WMCC_model.get_confidence(fbest[1])
        
        print 1/fbest[0]
        
        fig = plt.figure(figsize=(15,14))
        gs = gridspec.GridSpec(3,2)
        ax1 = fig.add_subplot(gs[0,:])
        ax2 = fig.add_subplot(gs[1,0])
        ax3 = fig.add_subplot(gs[1,1])
        ax4 = fig.add_subplot(gs[2,1])
        ax5 = fig.add_subplot(gs[2,0])
        
        # plot of periodogram from WMCC
        ax1.plot(freq, per, 'k-', linewidth=1)
        ax1.axvline(1/T, ls=':', c='c', linewidth=4, alpha=0.9)
        ax1.axvline(2/T, ls=':', c='y', linewidth=4, alpha=0.9)
        # Print confidence bars
        xmin, xmax = ax1.get_xlim()
        for i in range(0, len(falsa_alarm)):
            ax1.axhline(per_levels[i], ls='--', c='b', linewidth=4, alpha=0.5)
            ax1.annotate('%0.3f' % (1.0-falsa_alarm[i]), xy=(xmin+0.01*(xmax-xmin),
                                                       per_levels[i]), fontsize=12)
        # Print max of periodogram
        ymin, ymax = ax1.get_ylim()
        ax1.axvline(fbest[0], ls='--', c='r', linewidth=4, alpha=0.7)
    
        ax1.set_ylim([ymin, ymax])
        ax1.set_xlabel('Frequency [1/MJD]', fontsize=15)
        ax1.set_ylabel('Periodogram', fontsize=15)
        ax1.annotate(' %0.3f' % (confidence_best_freq),
                    xy=(fbest[0], fbest[1]) , fontsize=12)
            
        # LC 
        ax2.errorbar(time, mag, yerr=err, fmt='b*')
        ax2.set_xlabel('time')
        
        # phase LC from LS
        phase1 = np.mod(time, T) / T
        sort_idx1 = np.argsort(phase1)
        PHASE = np.hstack([phase1[sort_idx1], phase1[sort_idx1]+1.])
        MAG = np.hstack([mag[sort_idx1],mag[sort_idx1]])
        ERR = np.hstack([err[sort_idx1],err[sort_idx1]])
        
        ax3.errorbar(PHASE-1, MAG, yerr=ERR, fmt='g*', label='LS')
        ax3.legend(loc='best')
        
        #if label == 'RRLYR' or label == 'EB' or label == 'CEP' or label=='BE':
             
        T_C = float(row['WMCC_Period'])
        t_c = 1/fbest[0]
        ls.append(T)
        WCMM_old.append(T_C)
        WCMM_new.append(t_c)
        print 'WMCC/LS = ', T_C/T
        print 'OLD WMCC period M=3', T_C
        print 'NEW WMCC period M=%i' % (M), t_c
        
        phase_C = np.mod(time, T_C) / T_C
        sort_idx_C = np.argsort(phase_C)
        PHASE_C = np.hstack([phase_C[sort_idx_C], phase_C[sort_idx_C]+1.])
        MAG_C = np.hstack([mag[sort_idx_C],mag[sort_idx_C]])
        ERR_C = np.hstack([err[sort_idx_C],err[sort_idx_C]])
        
        ax4.errorbar(PHASE_C-1, MAG_C, yerr=ERR_C, fmt='b*', alpha=.7, label='WMCC_old')
        ax4.set_xlabel('phase', fontsize=15)
        ax4.legend(loc='best')  
        
        phase_cc = np.mod(time, t_c) / t_c
        sort_idx_cc = np.argsort(phase_cc)
        PHASE_cc = np.hstack([phase_cc[sort_idx_cc], phase_cc[sort_idx_cc]+1.])
        MAG_cc = np.hstack([mag[sort_idx_cc],mag[sort_idx_cc]])
        ERR_cc = np.hstack([err[sort_idx_cc],err[sort_idx_cc]])
        
        ax5.errorbar(PHASE_cc-1, MAG_cc, yerr=ERR_cc, fmt='b*', alpha=.7, label='WMCC_new')
        ax5.set_xlabel('phase', fontsize=15)
        ax5.legend(loc='best')  
            
        ax2.set_ylabel('g', fontsize=15)
        ax2.invert_yaxis()
        ax3.invert_yaxis()
        ax4.invert_yaxis()
        ax5.invert_yaxis()
        plt.show()
        
    else:
        plt.errorbar(time, mag, yerr=err, fmt='b*')
        plt.xlabel('time')
        plt.ylabel('g')
        plt.gca().invert_yaxis()
        plt.show()
Blind15A_04_N16_0183_3344
Var_Type             RRLYR
FLUX_RADIUS         2.5915
ELLIPTICITY      0.0430587
FWHM                 4.585
FLAGS                    0
Mean               17.2693
Median_g           17.3088
Std               0.182906
MedianAbsDev       0.18615
Meanvariance     0.0105914
Eta_e              25.9223
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.369174
Period_fit       0.0161139
WMCC_Period      0.0562492
WMCC_conf         0.999983
Name: Blind15A_04_N16_0183_3344, dtype: object
0.0562492237801
WMCC/LS =  0.152364928024
OLD WMCC period M=3 0.0562492237801
NEW WMCC period M=1 0.0562492237801
Blind15A_07_S12_0784_1183
Var_Type             RRLYR
FLUX_RADIUS          2.459
ELLIPTICITY      0.0366089
FWHM                  4.37
FLAGS                    0
Mean               16.2783
Median_g           16.3064
Std               0.357579
MedianAbsDev        0.3301
Meanvariance     0.0219666
Eta_e              112.602
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.613116
Period_fit        0.157825
WMCC_Period      0.0636957
WMCC_conf         0.987896
Name: Blind15A_07_S12_0784_1183, dtype: object
0.0636956544969
WMCC/LS =  0.103888394182
OLD WMCC period M=3 0.0636956544969
NEW WMCC period M=1 0.0636956544969
Blind15A_08_S5_0799_3284
Var_Type             RRLYR
FLUX_RADIUS          2.583
ELLIPTICITY      0.0393852
FWHM                  4.51
FLAGS                    3
Mean               16.4764
Median_g           16.5394
Std               0.436955
MedianAbsDev        0.2129
Meanvariance     0.0265201
Eta_e              253.587
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0785226
Period_fit        0.998799
WMCC_Period       0.513551
WMCC_conf         0.725884
Name: Blind15A_08_S5_0799_3284, dtype: object
0.513551238974
WMCC/LS =  6.54017094017
OLD WMCC period M=3 0.513551238974
NEW WMCC period M=1 0.513551238974
Blind15A_13_S28_1352_3348
Var_Type             RRLYR
FLUX_RADIUS          2.392
ELLIPTICITY      0.0601504
FWHM                  4.56
FLAGS                    0
Mean               17.2772
Median_g           17.3796
Std               0.314315
MedianAbsDev        0.2421
Meanvariance     0.0181925
Eta_e              57.2716
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.492427
Period_fit        0.014625
WMCC_Period       0.981636
WMCC_conf                1
Name: Blind15A_13_S28_1352_3348, dtype: object
0.981636160784
WMCC/LS =  1.99346405229
OLD WMCC period M=3 0.981636160784
NEW WMCC period M=1 0.981636160784
Blind15A_14_S4_0298_0863
Var_Type             RRLYR
FLUX_RADIUS         3.1845
ELLIPTICITY      0.0416847
FWHM                 5.595
FLAGS                    0
Mean               15.7485
Median_g            15.475
Std                0.74374
MedianAbsDev        0.1518
Meanvariance      0.047226
Eta_e               153.61
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0261156
Period_fit        0.999987
WMCC_Period      0.0261169
WMCC_conf         0.626238
Name: Blind15A_14_S4_0298_0863, dtype: object
No lightcurve for other filter
0.0261169328603
WMCC/LS =  1.00005216756
OLD WMCC period M=3 0.0261169328603
NEW WMCC period M=1 0.0261169328603
Blind15A_17_S11_1371_1634
Var_Type              RRLYR
FLUX_RADIUS           2.256
ELLIPTICITY       0.0403071
FWHM                   4.13
FLAGS                     0
Mean                18.7519
Median_g             18.676
Std                0.269074
MedianAbsDev         0.2575
Meanvariance      0.0143491
Eta_e               22.6129
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS         0.00962229
Period_fit          0.28319
WMCC_Period       0.0806889
WMCC_conf          0.996979
Name: Blind15A_17_S11_1371_1634, dtype: object
0.0806888849557
WMCC/LS =  8.38562617323
OLD WMCC period M=3 0.0806888849557
NEW WMCC period M=1 0.0806888849557
Blind15A_17_S13_1286_1068
Var_Type             RRLYR
FLUX_RADIUS          2.356
ELLIPTICITY       0.047619
FWHM                  4.25
FLAGS                    0
Mean               18.5612
Median_g           18.7013
Std               0.355794
MedianAbsDev        0.2107
Meanvariance     0.0191686
Eta_e              39.5734
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.537302
Period_fit        0.647603
WMCC_Period      0.0591544
WMCC_conf         0.935028
Name: Blind15A_17_S13_1286_1068, dtype: object
0.0591543992922
WMCC/LS =  0.110095350437
OLD WMCC period M=3 0.0591543992922
NEW WMCC period M=1 0.0591543992922
Blind15A_17_S8_1781_0906
Var_Type             RRLYR
FLUX_RADIUS          2.566
ELLIPTICITY       0.070632
FWHM                  5.27
FLAGS                    0
Mean               17.5987
Median_g           17.7431
Std               0.327448
MedianAbsDev        0.1001
Meanvariance     0.0186064
Eta_e              17.1781
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.626852
Period_fit        0.789572
WMCC_Period       0.624899
WMCC_conf         0.908812
Name: Blind15A_17_S8_1781_0906, dtype: object
0.624898965732
WMCC/LS =  0.996884735202
OLD WMCC period M=3 0.624898965732
NEW WMCC period M=1 0.624898965732
Blind15A_18_S29_0821_1489
Var_Type             RRLYR
FLUX_RADIUS          2.638
ELLIPTICITY      0.0925582
FWHM                 5.315
FLAGS                    0
Mean               15.9918
Median_g           16.0584
Std               0.189287
MedianAbsDev        0.1367
Meanvariance     0.0118365
Eta_e               122.19
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.544113
Period_fit        0.078181
WMCC_Period       0.544705
WMCC_conf         0.999716
Name: Blind15A_18_S29_0821_1489, dtype: object
0.54470508161
WMCC/LS =  1.00108813928
OLD WMCC period M=3 0.54470508161
NEW WMCC period M=1 0.54470508161
Blind15A_20_S17_1015_1087
Var_Type             RRLYR
FLUX_RADIUS          3.557
ELLIPTICITY      0.0314768
FWHM                  6.25
FLAGS                    4
Mean                 15.42
Median_g            15.207
Std               0.833336
MedianAbsDev       0.18635
Meanvariance     0.0540426
Eta_e              146.793
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.064731
Period_fit         0.90191
WMCC_Period      0.0112844
WMCC_conf         0.866409
Name: Blind15A_20_S17_1015_1087, dtype: object
0.0112843767273
WMCC/LS =  0.174327299505
OLD WMCC period M=3 0.0112843767273
NEW WMCC period M=1 0.0112843767273
Blind15A_23_S23_1209_3519
Var_Type             RRLYR
FLUX_RADIUS           2.28
ELLIPTICITY      0.0485252
FWHM                  4.27
FLAGS                    0
Mean               16.9424
Median_g           17.0864
Std               0.334348
MedianAbsDev        0.1338
Meanvariance     0.0197344
Eta_e              134.077
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.521444
Period_fit        0.247135
WMCC_Period       0.521444
WMCC_conf         0.988995
Name: Blind15A_23_S23_1209_3519, dtype: object
0.5214441875
WMCC/LS =  1.0
OLD WMCC period M=3 0.5214441875
NEW WMCC period M=1 0.5214441875
Blind15A_25_S28_0908_2030
Var_Type             RRLYR
FLUX_RADIUS          2.527
ELLIPTICITY      0.0697674
FWHM                  4.62
FLAGS                    4
Mean               16.1648
Median_g           16.3276
Std               0.470297
MedianAbsDev        0.2773
Meanvariance     0.0290939
Eta_e              165.423
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.538265
Period_fit        0.192561
WMCC_Period       0.538844
WMCC_conf         0.999947
Name: Blind15A_25_S28_0908_2030, dtype: object
0.538844232508
WMCC/LS =  1.00107642626
OLD WMCC period M=3 0.538844232508
NEW WMCC period M=1 0.538844232508
Blind15A_26_N31_0106_3393
Var_Type             RRLYR
FLUX_RADIUS         2.5205
ELLIPTICITY      0.0480618
FWHM                 4.365
FLAGS                    0
Mean               16.8772
Median_g           16.9592
Std               0.252575
MedianAbsDev        0.1213
Meanvariance     0.0149655
Eta_e              98.8286
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.729011
Period_fit        0.176089
WMCC_Period       0.728657
WMCC_conf         0.992403
Name: Blind15A_26_N31_0106_3393, dtype: object
0.728657211063
WMCC/LS =  0.999514798642
OLD WMCC period M=3 0.728657211063
NEW WMCC period M=1 0.728657211063
Blind15A_26_S28_0285_2901
Var_Type             RRLYR
FLUX_RADIUS         2.6465
ELLIPTICITY      0.0732159
FWHM                  4.82
FLAGS                    0
Mean               16.1103
Median_g           16.1729
Std               0.311123
MedianAbsDev       0.23575
Meanvariance      0.019312
Eta_e              105.046
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.605549
Period_fit        0.161172
WMCC_Period       0.606038
WMCC_conf         0.998953
Name: Blind15A_26_S28_0285_2901, dtype: object
0.606038140436
WMCC/LS =  1.0008071025
OLD WMCC period M=3 0.606038140436
NEW WMCC period M=1 0.606038140436
Blind15A_26_S9_0187_2507
Var_Type             RRLYR
FLUX_RADIUS         2.5145
ELLIPTICITY      0.0516575
FWHM                  4.64
FLAGS                    0
Mean               18.1236
Median_g           18.1536
Std               0.124001
MedianAbsDev        0.0962
Meanvariance      0.006842
Eta_e              58.2677
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.647311
Period_fit       0.0163814
WMCC_Period       0.650114
WMCC_conf         0.999999
Name: Blind15A_26_S9_0187_2507, dtype: object
0.650113641558
WMCC/LS =  1.00432900433
OLD WMCC period M=3 0.650113641558
NEW WMCC period M=1 0.650113641558
Blind15A_27_S6_1729_2742
Var_Type             RRLYR
FLUX_RADIUS          2.477
ELLIPTICITY      0.0439771
FWHM                  4.41
FLAGS                    0
Mean               16.6917
Median_g           16.8967
Std               0.403226
MedianAbsDev        0.1657
Meanvariance     0.0241573
Eta_e              224.575
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.605551
Period_fit        0.784887
WMCC_Period       0.608249
WMCC_conf         0.890943
Name: Blind15A_27_S6_1729_2742, dtype: object
0.608248673147
WMCC/LS =  1.00445524504
OLD WMCC period M=3 0.608248673147
NEW WMCC period M=1 0.608248673147
Blind15A_33_N10_0132_2445
Var_Type             RRLYR
FLUX_RADIUS          2.295
ELLIPTICITY      0.0503324
FWHM                  4.16
FLAGS                    0
Mean               20.6581
Median_g           20.7733
Std               0.278791
MedianAbsDev        0.1009
Meanvariance     0.0134955
Eta_e              60.5022
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.695266
Period_fit        0.304642
WMCC_Period       0.695266
WMCC_conf         0.999554
Name: Blind15A_33_N10_0132_2445, dtype: object
0.695266413889
WMCC/LS =  1.0
OLD WMCC period M=3 0.695266413889
NEW WMCC period M=1 0.695266413889
Blind15A_33_N13_0614_0601
Var_Type              RRLYR
FLUX_RADIUS           2.435
ELLIPTICITY       0.0539262
FWHM                   4.42
FLAGS                     0
Mean                 20.524
Median_g            20.6024
Std                0.199308
MedianAbsDev         0.1352
Meanvariance     0.00971097
Eta_e               61.6065
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.715131
Period_fit        0.0275208
WMCC_Period        0.714111
WMCC_conf          0.996098
Name: Blind15A_33_N13_0614_0601, dtype: object
0.714111009986
WMCC/LS =  0.998573466477
OLD WMCC period M=3 0.714111009986
NEW WMCC period M=1 0.714111009986
Blind15A_33_N18_0562_3888
Var_Type              RRLYR
FLUX_RADIUS           2.403
ELLIPTICITY       0.0583804
FWHM                   4.33
FLAGS                     0
Mean                20.4744
Median_g            20.4553
Std                0.158452
MedianAbsDev         0.1483
Meanvariance     0.00773899
Eta_e               176.607
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.306485
Period_fit       0.00611378
WMCC_Period        0.306547
WMCC_conf                 1
Name: Blind15A_33_N18_0562_3888, dtype: object
0.306547347214
WMCC/LS =  1.00020412329
OLD WMCC period M=3 0.306547347214
NEW WMCC period M=1 0.306547347214
Blind15A_33_N24_0084_4018
Var_Type             RRLYR
FLUX_RADIUS         2.4085
ELLIPTICITY      0.0601471
FWHM                  4.33
FLAGS                    0
Mean               20.3599
Median_g           20.4477
Std               0.322587
MedianAbsDev        0.2331
Meanvariance     0.0158442
Eta_e              51.6375
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.639053
Period_fit        0.043269
WMCC_Period       0.640963
WMCC_conf         0.999937
Name: Blind15A_33_N24_0084_4018, dtype: object
0.640962635083
WMCC/LS =  1.00298762271
OLD WMCC period M=3 0.640962635083
NEW WMCC period M=1 0.640962635083
Blind15A_33_N5_1609_2589
Var_Type             RRLYR
FLUX_RADIUS           2.33
ELLIPTICITY      0.0494297
FWHM                  4.26
FLAGS                    0
Mean               20.5048
Median_g           20.6259
Std               0.222995
MedianAbsDev        0.1229
Meanvariance     0.0108753
Eta_e              70.1988
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.676475
Period_fit       0.0230568
WMCC_Period       0.676475
WMCC_conf                1
Name: Blind15A_33_N5_1609_2589, dtype: object
0.67647542973
WMCC/LS =  1.0
OLD WMCC period M=3 0.67647542973
NEW WMCC period M=1 0.67647542973
Blind15A_33_N6_1035_1412
Var_Type             RRLYR
FLUX_RADIUS          2.359
ELLIPTICITY      0.0592662
FWHM                  4.49
FLAGS                    0
Mean               20.5866
Median_g            20.677
Std               0.255989
MedianAbsDev        0.1372
Meanvariance     0.0124347
Eta_e              74.3422
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0635538
Period_fit       0.0300793
WMCC_Period      0.0635591
WMCC_conf         0.999911
Name: Blind15A_33_N6_1035_1412, dtype: object
0.0635591439817
WMCC/LS =  1.00008464534
OLD WMCC period M=3 0.0635591439817
NEW WMCC period M=1 0.0635591439817
Blind15A_33_S11_1758_2805
Var_Type             RRLYR
FLUX_RADIUS          2.374
ELLIPTICITY      0.0548204
FWHM                  4.26
FLAGS                    0
Mean               20.5512
Median_g           20.5461
Std               0.236107
MedianAbsDev        0.2179
Meanvariance     0.0114888
Eta_e              118.193
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.34683
Period_fit        0.014913
WMCC_Period        0.34667
WMCC_conf                1
Name: Blind15A_33_S11_1758_2805, dtype: object
0.346670234072
WMCC/LS =  0.999538319484
OLD WMCC period M=3 0.346670234072
NEW WMCC period M=1 0.346670234072
Blind15A_33_S12_0643_1901
Var_Type             RRLYR
FLUX_RADIUS          2.376
ELLIPTICITY      0.0512334
FWHM                  4.48
FLAGS                    0
Mean               20.4717
Median_g           20.5669
Std               0.213626
MedianAbsDev        0.1207
Meanvariance     0.0104352
Eta_e              61.5105
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.725495
Period_fit       0.0416361
WMCC_Period       0.726548
WMCC_conf         0.999806
Name: Blind15A_33_S12_0643_1901, dtype: object
0.726548357039
WMCC/LS =  1.00145137881
OLD WMCC period M=3 0.726548357039
NEW WMCC period M=1 0.726548357039
Blind15A_33_S13_0679_3638
Var_Type             RRLYR
FLUX_RADIUS          2.908
ELLIPTICITY       0.276411
FWHM                     6
FLAGS                    0
Mean               20.4652
Median_g           20.5651
Std               0.297265
MedianAbsDev        0.1004
Meanvariance     0.0145254
Eta_e              157.593
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.573421
Period_fit        0.348556
WMCC_Period       0.574742
WMCC_conf         0.934108
Name: Blind15A_33_S13_0679_3638, dtype: object
0.57474235023
WMCC/LS =  1.00230414747
OLD WMCC period M=3 0.57474235023
NEW WMCC period M=1 0.57474235023
Blind15A_33_S13_0699_3325
Var_Type             RRLYR
FLUX_RADIUS          2.549
ELLIPTICITY      0.0557129
FWHM                  4.78
FLAGS                    0
Mean                20.527
Median_g           20.6551
Std               0.244799
MedianAbsDev        0.1009
Meanvariance     0.0119257
Eta_e              89.3706
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.664502
Period_fit       0.0857601
WMCC_Period       0.663915
WMCC_conf         0.999703
Name: Blind15A_33_S13_0699_3325, dtype: object
0.663914877984
WMCC/LS =  0.999115826702
OLD WMCC period M=3 0.663914877984
NEW WMCC period M=1 0.663914877984
Blind15A_33_S13_1401_3804
Var_Type             RRLYR
FLUX_RADIUS          2.502
ELLIPTICITY      0.0671642
FWHM                  4.74
FLAGS                    0
Mean               20.5536
Median_g           20.6754
Std               0.374597
MedianAbsDev         0.243
Meanvariance     0.0182254
Eta_e              120.175
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.582084
Period_fit        0.048856
WMCC_Period       0.582084
WMCC_conf         0.999793
Name: Blind15A_33_S13_1401_3804, dtype: object
0.582083509302
WMCC/LS =  1.0
OLD WMCC period M=3 0.582083509302
NEW WMCC period M=1 0.582083509302
Blind15A_33_S13_1819_3347
Var_Type              RRLYR
FLUX_RADIUS            2.48
ELLIPTICITY       0.0689013
FWHM                   4.59
FLAGS                     0
Mean                20.4384
Median_g            20.3936
Std                0.180898
MedianAbsDev         0.1079
Meanvariance     0.00885091
Eta_e               69.9405
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.427856
Period_fit        0.0263267
WMCC_Period        0.427491
WMCC_conf          0.999872
Name: Blind15A_33_S13_1819_3347, dtype: object
0.427490877882
WMCC/LS =  0.999146029034
OLD WMCC period M=3 0.427490877882
NEW WMCC period M=1 0.427490877882
Blind15A_33_S13_1934_3601
Var_Type              RRLYR
FLUX_RADIUS           2.385
ELLIPTICITY       0.0557129
FWHM                   4.66
FLAGS                     3
Mean                20.4458
Median_g            20.4534
Std                0.202243
MedianAbsDev         0.1668
Meanvariance     0.00989168
Eta_e               128.755
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.377331
Period_fit         0.280557
WMCC_Period        0.378662
WMCC_conf          0.998794
Name: Blind15A_33_S13_1934_3601, dtype: object
0.378662494705
WMCC/LS =  1.00353000504
OLD WMCC period M=3 0.378662494705
NEW WMCC period M=1 0.378662494705
Blind15A_33_S18_1228_3262
Var_Type             RRLYR
FLUX_RADIUS          2.396
ELLIPTICITY      0.0574929
FWHM                  4.49
FLAGS                    0
Mean                 20.61
Median_g           20.6176
Std               0.299093
MedianAbsDev        0.2673
Meanvariance      0.014512
Eta_e              134.324
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0806106
Period_fit        0.142894
WMCC_Period      0.0806106
WMCC_conf         0.997765
Name: Blind15A_33_S18_1228_3262, dtype: object
0.0806105987117
WMCC/LS =  1.0
OLD WMCC period M=3 0.0806105987117
NEW WMCC period M=1 0.0806105987117
Blind15A_33_S19_0171_3360
Var_Type             RRLYR
FLUX_RADIUS          2.548
ELLIPTICITY      0.0714949
FWHM                  4.86
FLAGS                    0
Mean               20.6884
Median_g           20.6649
Std               0.186245
MedianAbsDev        0.1758
Meanvariance     0.0090024
Eta_e               105.36
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.630998
Period_fit        0.109201
WMCC_Period       0.630468
WMCC_conf         0.999752
Name: Blind15A_33_S19_0171_3360, dtype: object
0.630468284635
WMCC/LS =  0.999160369438
OLD WMCC period M=3 0.630468284635
NEW WMCC period M=1 0.630468284635
Blind15A_33_S19_0257_3660
Var_Type             RRLYR
FLUX_RADIUS          2.541
ELLIPTICITY      0.0619137
FWHM                  4.86
FLAGS                    0
Mean               20.6303
Median_g           20.6757
Std               0.228515
MedianAbsDev        0.1459
Meanvariance     0.0110767
Eta_e              74.5805
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.705059
Period_fit        0.219533
WMCC_Period       0.706053
WMCC_conf         0.991265
Name: Blind15A_33_S19_0257_3660, dtype: object
0.706053339915
WMCC/LS =  1.00141043724
OLD WMCC period M=3 0.706053339915
NEW WMCC period M=1 0.706053339915
Blind15A_33_S19_0423_0349
Var_Type              RRLYR
FLUX_RADIUS           2.527
ELLIPTICITY       0.0917348
FWHM                   4.87
FLAGS                     0
Mean                20.6271
Median_g            20.7106
Std                0.191032
MedianAbsDev         0.0482
Meanvariance     0.00926121
Eta_e                68.286
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.605555
Period_fit         0.299314
WMCC_Period        0.606778
WMCC_conf           0.95923
Name: Blind15A_33_S19_0423_0349, dtype: object
0.606777961212
WMCC/LS =  1.00202020202
OLD WMCC period M=3 0.606777961212
NEW WMCC period M=1 0.606777961212
Blind15A_33_S19_0913_3579
Var_Type             RRLYR
FLUX_RADIUS          2.803
ELLIPTICITY        0.18897
FWHM                  5.05
FLAGS                    0
Mean               20.5747
Median_g           20.7068
Std               0.278772
MedianAbsDev        0.1209
Meanvariance     0.0135493
Eta_e              60.8961
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.595943
Period_fit       0.0686927
WMCC_Period       0.598079
WMCC_conf         0.998866
Name: Blind15A_33_S19_0913_3579, dtype: object
0.598078635603
WMCC/LS =  1.00358422939
OLD WMCC period M=3 0.598078635603
NEW WMCC period M=1 0.598078635603
Blind15A_33_S19_1003_3278
Var_Type              RRLYR
FLUX_RADIUS           2.659
ELLIPTICITY         0.15683
FWHM                   5.31
FLAGS                     2
Mean                20.7725
Median_g            20.8588
Std                0.185397
MedianAbsDev         0.0702
Meanvariance     0.00892515
Eta_e               126.975
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.608006
Period_fit         0.481957
WMCC_Period        0.608992
WMCC_conf          0.992471
Name: Blind15A_33_S19_1003_3278, dtype: object
0.608992479319
WMCC/LS =  1.00162206002
OLD WMCC period M=3 0.608992479319
NEW WMCC period M=1 0.608992479319
Blind15A_33_S19_1146_0097
Var_Type             RRLYR
FLUX_RADIUS          2.309
ELLIPTICITY      0.0566038
FWHM                  4.34
FLAGS                    0
Mean               20.5452
Median_g           20.5796
Std               0.267361
MedianAbsDev        0.2088
Meanvariance     0.0130133
Eta_e              80.0419
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0806539
Period_fit        0.547765
WMCC_Period       0.601673
WMCC_conf         0.992068
Name: Blind15A_33_S19_1146_0097, dtype: object
0.601672858173
WMCC/LS =  7.45993589743
OLD WMCC period M=3 0.601672858173
NEW WMCC period M=1 0.601672858173
Blind15A_33_S19_1308_1679
Var_Type              RRLYR
FLUX_RADIUS             2.5
ELLIPTICITY       0.0557129
FWHM                   4.56
FLAGS                     0
Mean                20.3577
Median_g            20.4398
Std                0.208201
MedianAbsDev         0.1613
Meanvariance      0.0102271
Eta_e               138.093
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.316163
Period_fit       0.00928441
WMCC_Period         0.31663
WMCC_conf                 1
Name: Blind15A_33_S19_1308_1679, dtype: object
0.316629865908
WMCC/LS =  1.00147585916
OLD WMCC period M=3 0.316629865908
NEW WMCC period M=1 0.316629865908
Blind15A_33_S19_1573_3931
Var_Type             RRLYR
FLUX_RADIUS          2.488
ELLIPTICITY      0.0592662
FWHM                  4.87
FLAGS                    0
Mean               20.5382
Median_g           20.7513
Std               0.383099
MedianAbsDev        0.2014
Meanvariance      0.018653
Eta_e              145.784
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.573197
Period_fit        0.103648
WMCC_Period       0.574073
WMCC_conf         0.999964
Name: Blind15A_33_S19_1573_3931, dtype: object
0.57407318578
WMCC/LS =  1.00152905199
OLD WMCC period M=3 0.57407318578
NEW WMCC period M=1 0.57407318578
Blind15A_33_S19_1703_2440
Var_Type             RRLYR
FLUX_RADIUS          2.525
ELLIPTICITY       0.076639
FWHM                  4.68
FLAGS                    0
Mean               20.4222
Median_g           20.3407
Std               0.264279
MedianAbsDev        0.2369
Meanvariance     0.0129407
Eta_e              170.419
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.346031
Period_fit       0.0134796
WMCC_Period       0.346191
WMCC_conf                1
Name: Blind15A_33_S19_1703_2440, dtype: object
0.346190745505
WMCC/LS =  1.00046104196
OLD WMCC period M=3 0.346190745505
NEW WMCC period M=1 0.346190745505
Blind15A_33_S24_0636_3851
Var_Type             RRLYR
FLUX_RADIUS          2.519
ELLIPTICITY      0.0714949
FWHM                  4.85
FLAGS                    0
Mean               20.5172
Median_g           20.5137
Std               0.259927
MedianAbsDev        0.2528
Meanvariance     0.0126687
Eta_e              233.254
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.301133
Period_fit       0.0109493
WMCC_Period       0.301017
WMCC_conf                1
Name: Blind15A_33_S24_0636_3851, dtype: object
0.301017328924
WMCC/LS =  0.999617169508
OLD WMCC period M=3 0.301017328924
NEW WMCC period M=1 0.301017328924
Blind15A_33_S24_1239_3293
Var_Type              RRLYR
FLUX_RADIUS           2.491
ELLIPTICITY       0.0774908
FWHM                   4.66
FLAGS                     0
Mean                20.4295
Median_g            20.4247
Std                0.185573
MedianAbsDev        0.16115
Meanvariance     0.00908357
Eta_e               77.9328
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.394889
Period_fit        0.0106234
WMCC_Period        0.394477
WMCC_conf                 1
Name: Blind15A_33_S24_1239_3293, dtype: object
0.394477397951
WMCC/LS =  0.998957830109
OLD WMCC period M=3 0.394477397951
NEW WMCC period M=1 0.394477397951
Blind15A_33_S28_0875_0506
Var_Type             RRLYR
FLUX_RADIUS          2.518
ELLIPTICITY      0.0714949
FWHM                  4.65
FLAGS                    0
Mean               20.4444
Median_g           20.6165
Std               0.279224
MedianAbsDev        0.0935
Meanvariance     0.0136578
Eta_e              113.859
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.676475
Period_fit        0.078601
WMCC_Period       0.675563
WMCC_conf         0.999857
Name: Blind15A_33_S28_0875_0506, dtype: object
0.675562507422
WMCC/LS =  0.998650472334
OLD WMCC period M=3 0.675562507422
NEW WMCC period M=1 0.675562507422
Blind15A_33_S4_1623_1583
Var_Type             RRLYR
FLUX_RADIUS          2.402
ELLIPTICITY      0.0366089
FWHM                  4.18
FLAGS                    0
Mean               17.6048
Median_g           17.6741
Std               0.232881
MedianAbsDev         0.142
Meanvariance     0.0132283
Eta_e              106.294
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.584348
Period_fit       0.0233523
WMCC_Period       0.584121
WMCC_conf         0.999995
Name: Blind15A_33_S4_1623_1583, dtype: object
0.58412114119
WMCC/LS =  0.999611046285
OLD WMCC period M=3 0.58412114119
NEW WMCC period M=1 0.58412114119
Blind15A_33_S5_0865_1879
Var_Type             RRLYR
FLUX_RADIUS          2.361
ELLIPTICITY      0.0557129
FWHM                  4.33
FLAGS                    0
Mean                20.587
Median_g           20.6848
Std               0.284273
MedianAbsDev        0.1635
Meanvariance     0.0138084
Eta_e               106.18
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.647317
Period_fit       0.0749464
WMCC_Period       0.647596
WMCC_conf         0.999733
Name: Blind15A_33_S5_0865_1879, dtype: object
0.647596142303
WMCC/LS =  1.00043122035
OLD WMCC period M=3 0.647596142303
NEW WMCC period M=1 0.647596142303
Blind15A_33_S5_1168_2828
Var_Type             RRLYR
FLUX_RADIUS          2.381
ELLIPTICITY      0.0356798
FWHM                  4.06
FLAGS                    0
Mean               17.0426
Median_g           17.1947
Std               0.308319
MedianAbsDev        0.0824
Meanvariance     0.0180911
Eta_e               93.592
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.558281
Period_fit        0.119107
WMCC_Period        0.55932
WMCC_conf         0.998541
Name: Blind15A_33_S5_1168_2828, dtype: object
0.559320467039
WMCC/LS =  1.00186219739
OLD WMCC period M=3 0.559320467039
NEW WMCC period M=1 0.559320467039
Blind15A_33_S7_0966_1361
Var_Type             RRLYR
FLUX_RADIUS          2.408
ELLIPTICITY      0.0566038
FWHM                  4.47
FLAGS                    0
Mean               20.4243
Median_g           20.4802
Std               0.233635
MedianAbsDev        0.1533
Meanvariance     0.0114391
Eta_e              57.7748
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.725495
Period_fit       0.0726248
WMCC_Period       0.726548
WMCC_conf         0.999042
Name: Blind15A_33_S7_0966_1361, dtype: object
0.726548357039
WMCC/LS =  1.00145137881
OLD WMCC period M=3 0.726548357039
NEW WMCC period M=1 0.726548357039
Blind15A_33_S7_1403_0277
Var_Type             RRLYR
FLUX_RADIUS          2.368
ELLIPTICITY      0.0566038
FWHM                  4.39
FLAGS                    0
Mean               20.1937
Median_g           20.1394
Std               0.334959
MedianAbsDev         0.196
Meanvariance     0.0165873
Eta_e              248.632
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.092077
Period_fit        0.957446
WMCC_Period      0.0920883
WMCC_conf         0.848581
Name: Blind15A_33_S7_1403_0277, dtype: object
0.0920882667402
WMCC/LS =  1.00012263919
OLD WMCC period M=3 0.0920882667402
NEW WMCC period M=1 0.0920882667402
Blind15A_33_S7_1469_0341
Var_Type             RRLYR
FLUX_RADIUS          2.383
ELLIPTICITY      0.0548204
FWHM                   4.3
FLAGS                    0
Mean               20.6477
Median_g           20.7369
Std               0.491909
MedianAbsDev        0.2865
Meanvariance     0.0238239
Eta_e              234.567
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0398878
Period_fit        0.556369
WMCC_Period      0.0103778
WMCC_conf         0.760735
Name: Blind15A_33_S7_1469_0341, dtype: object
0.0103777560379
WMCC/LS =  0.260173725564
OLD WMCC period M=3 0.0103777560379
NEW WMCC period M=1 0.0103777560379
Blind15A_33_S7_1670_3144
Var_Type             RRLYR
FLUX_RADIUS          2.319
ELLIPTICITY      0.0817264
FWHM                  4.29
FLAGS                    0
Mean               20.9341
Median_g           20.7048
Std                 0.5059
MedianAbsDev        0.3344
Meanvariance     0.0241663
Eta_e              140.184
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0609487
Period_fit        0.709186
WMCC_Period       0.630468
WMCC_conf         0.602014
Name: Blind15A_33_S7_1670_3144, dtype: object
0.630468284635
WMCC/LS =  10.3442485307
OLD WMCC period M=3 0.630468284635
NEW WMCC period M=1 0.630468284635
Blind15A_33_S7_1855_1271
Var_Type             RRLYR
FLUX_RADIUS          2.335
ELLIPTICITY      0.0619137
FWHM                  4.37
FLAGS                    0
Mean               20.7591
Median_g           20.6599
Std               0.458776
MedianAbsDev        0.3027
Meanvariance        0.0221
Eta_e               151.76
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0624699
Period_fit               1
WMCC_Period      0.0133076
WMCC_conf         0.802356
Name: Blind15A_33_S7_1855_1271, dtype: object
0.0133075954489
WMCC/LS =  0.213024253219
OLD WMCC period M=3 0.0133075954489
NEW WMCC period M=1 0.0133075954489
Blind15A_34_N17_1122_1438
Var_Type              RRLYR
FLUX_RADIUS           2.385
ELLIPTICITY       0.0539262
FWHM                   4.07
FLAGS                     0
Mean                16.0635
Median_g            16.0352
Std                0.114547
MedianAbsDev         0.0886
Meanvariance     0.00713089
Eta_e                297.48
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.190098
Period_fit       0.00425327
WMCC_Period         0.19005
WMCC_conf                 1
Name: Blind15A_34_N17_1122_1438, dtype: object
0.190050069856
WMCC/LS =  0.999746899523
OLD WMCC period M=3 0.190050069856
NEW WMCC period M=1 0.190050069856
Blind15A_34_N18_1499_3890
Var_Type             RRLYR
FLUX_RADIUS         2.3425
ELLIPTICITY      0.0485114
FWHM                   4.1
FLAGS                    3
Mean               18.2089
Median_g           18.2872
Std               0.310478
MedianAbsDev       0.20235
Meanvariance     0.0170509
Eta_e              162.605
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.582084
Period_fit        0.268678
WMCC_Period      0.0241296
WMCC_conf         0.929117
Name: Blind15A_34_N18_1499_3890, dtype: object
0.024129561554
WMCC/LS =  0.0414537742214
OLD WMCC period M=3 0.024129561554
NEW WMCC period M=1 0.024129561554
Blind15A_34_N23_1421_1472
Var_Type             RRLYR
FLUX_RADIUS          2.228
ELLIPTICITY      0.0403071
FWHM                  4.03
FLAGS                    4
Mean               20.5648
Median_g           20.7036
Std               0.316526
MedianAbsDev       0.13475
Meanvariance     0.0153917
Eta_e              62.8121
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.661575
Period_fit        0.062496
WMCC_Period       0.066462
WMCC_conf         0.210128
Name: Blind15A_34_N23_1421_1472, dtype: object
0.0664620132767
WMCC/LS =  0.100460258453
OLD WMCC period M=3 0.0664620132767
NEW WMCC period M=1 0.0664620132767
Blind15A_34_N28_1212_1634
Var_Type              RRLYR
FLUX_RADIUS           2.341
ELLIPTICITY       0.0494297
FWHM                   4.15
FLAGS                     0
Mean                20.3441
Median_g            20.2976
Std                0.240064
MedianAbsDev         0.2296
Meanvariance      0.0118002
Eta_e               101.586
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.385071
Period_fit       0.00664138
WMCC_Period        0.385664
WMCC_conf                 1
Name: Blind15A_34_N28_1212_1634, dtype: object
0.385664009245
WMCC/LS =  1.00154083205
OLD WMCC period M=3 0.385664009245
NEW WMCC period M=1 0.385664009245
Blind15A_34_N28_1484_2557
Var_Type              RRLYR
FLUX_RADIUS            2.34
ELLIPTICITY       0.0439771
FWHM                   4.44
FLAGS                     0
Mean                20.5733
Median_g            20.6038
Std                0.200437
MedianAbsDev         0.1647
Meanvariance     0.00974259
Eta_e               52.9138
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.633661
Period_fit       0.00949319
WMCC_Period         0.63286
WMCC_conf                 1
Name: Blind15A_34_N28_1484_2557, dtype: object
0.632859524652
WMCC/LS =  0.998735777497
OLD WMCC period M=3 0.632859524652
NEW WMCC period M=1 0.632859524652
Blind15A_34_N28_1932_0653
Var_Type              RRLYR
FLUX_RADIUS           2.435
ELLIPTICITY       0.0530303
FWHM                   4.42
FLAGS                     0
Mean                 20.495
Median_g              20.49
Std                 0.22412
MedianAbsDev         0.2173
Meanvariance      0.0109354
Eta_e               135.006
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.361874
Period_fit       0.00532486
WMCC_Period        0.361961
WMCC_conf                 1
Name: Blind15A_34_N28_1932_0653, dtype: object
0.361960870571
WMCC/LS =  1.00024102193
OLD WMCC period M=3 0.361960870571
NEW WMCC period M=1 0.361960870571
Blind15A_35_N22_0851_3383
Var_Type              RRLYR
FLUX_RADIUS           2.474
ELLIPTICITY       0.0566038
FWHM                   4.55
FLAGS                     0
Mean                20.6675
Median_g            20.7188
Std                0.148268
MedianAbsDev         0.0932
Meanvariance     0.00717396
Eta_e               77.6797
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.623143
Period_fit        0.0244927
WMCC_Period        0.622627
WMCC_conf          0.999944
Name: Blind15A_35_N22_0851_3383, dtype: object
0.622626738806
WMCC/LS =  0.999170812603
OLD WMCC period M=3 0.622626738806
NEW WMCC period M=1 0.622626738806
Blind15A_35_N22_1573_2621
Var_Type             RRLYR
FLUX_RADIUS          2.485
ELLIPTICITY      0.0503324
FWHM                  4.53
FLAGS                    2
Mean               19.3446
Median_g            19.476
Std               0.464697
MedianAbsDev        0.3402
Meanvariance     0.0240221
Eta_e               207.38
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0551921
Period_fit        0.134605
WMCC_Period       0.244788
WMCC_conf         0.998814
Name: Blind15A_35_N22_1573_2621, dtype: object
0.244788214181
WMCC/LS =  4.43520782397
OLD WMCC period M=3 0.244788214181
NEW WMCC period M=1 0.244788214181
Blind15A_35_S13_0902_2265
Var_Type             RRLYR
FLUX_RADIUS          2.683
ELLIPTICITY      0.0654206
FWHM                  5.12
FLAGS                    0
Mean               20.7734
Median_g            20.941
Std               0.370298
MedianAbsDev        0.1458
Meanvariance     0.0178256
Eta_e              110.231
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.53444
Period_fit       0.0851541
WMCC_Period        0.53425
WMCC_conf         0.999171
Name: Blind15A_35_S13_0902_2265, dtype: object
0.534249624333
WMCC/LS =  0.999644254715
OLD WMCC period M=3 0.534249624333
NEW WMCC period M=1 0.534249624333
Blind15A_36_S15_0445_2319
Var_Type             RRLYR
FLUX_RADIUS          2.557
ELLIPTICITY      0.0503324
FWHM                  4.57
FLAGS                    0
Mean                16.209
Median_g           16.2553
Std               0.218316
MedianAbsDev        0.1405
Meanvariance     0.0134688
Eta_e              80.0981
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.566709
Period_fit       0.0867386
WMCC_Period      0.0751528
WMCC_conf         0.999673
Name: Blind15A_36_S15_0445_2319, dtype: object
0.0751528389131
WMCC/LS =  0.132612720813
OLD WMCC period M=3 0.0751528389131
NEW WMCC period M=1 0.0751528389131
Blind15A_38_N1_1896_0829
Var_Type             RRLYR
FLUX_RADIUS          2.632
ELLIPTICITY      0.0933817
FWHM                  5.19
FLAGS                    0
Mean               20.4982
Median_g             20.66
Std               0.312188
MedianAbsDev        0.1333
Meanvariance       0.01523
Eta_e              122.452
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.623148
Period_fit       0.0718431
WMCC_Period      0.0801209
WMCC_conf         0.999507
Name: Blind15A_38_N1_1896_0829, dtype: object
0.0801209100512
WMCC/LS =  0.128574477166
OLD WMCC period M=3 0.0801209100512
NEW WMCC period M=1 0.0801209100512
Blind15A_38_N8_1214_2199
Var_Type              RRLYR
FLUX_RADIUS            2.46
ELLIPTICITY        0.078341
FWHM                   4.76
FLAGS                     0
Mean                20.2921
Median_g            20.3185
Std                0.176162
MedianAbsDev         0.1575
Meanvariance      0.0086813
Eta_e               202.776
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.30278
Period_fit       0.00759605
WMCC_Period        0.303024
WMCC_conf                 1
Name: Blind15A_38_N8_1214_2199, dtype: object
0.303023877724
WMCC/LS =  1.0008071025
OLD WMCC period M=3 0.303023877724
NEW WMCC period M=1 0.303023877724
Blind15A_38_S14_0551_1572
Var_Type             RRLYR
FLUX_RADIUS          2.481
ELLIPTICITY      0.0791897
FWHM                  5.09
FLAGS                    0
Mean               20.5704
Median_g           20.6427
Std               0.359225
MedianAbsDev        0.2647
Meanvariance     0.0174632
Eta_e              113.115
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.542161
Period_fit        0.047404
WMCC_Period        0.54177
WMCC_conf         0.999675
Name: Blind15A_38_S14_0551_1572, dtype: object
0.541769963204
WMCC/LS =  0.999278499279
OLD WMCC period M=3 0.541769963204
NEW WMCC period M=1 0.541769963204
Blind15A_38_S14_1012_1471
Var_Type             RRLYR
FLUX_RADIUS          2.596
ELLIPTICITY      0.0636704
FWHM                  5.08
FLAGS                    0
Mean               20.6188
Median_g            20.736
Std               0.408036
MedianAbsDev        0.2666
Meanvariance     0.0197895
Eta_e              51.7112
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.49078
Period_fit       0.0129699
WMCC_Period        0.98156
WMCC_conf                1
Name: Blind15A_38_S14_1012_1471, dtype: object
0.981559698039
WMCC/LS =  2.0
OLD WMCC period M=3 0.981559698039
NEW WMCC period M=1 0.981559698039
Blind15A_38_S14_1018_2924
Var_Type             RRLYR
FLUX_RADIUS          2.413
ELLIPTICITY       0.088423
FWHM                  4.86
FLAGS                    0
Mean               20.5493
Median_g           20.5674
Std               0.274595
MedianAbsDev        0.2471
Meanvariance     0.0133627
Eta_e              91.4819
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.612974
Period_fit       0.0834573
WMCC_Period       0.611228
WMCC_conf         0.999988
Name: Blind15A_38_S14_1018_2924, dtype: object
0.611227650794
WMCC/LS =  0.997150997152
OLD WMCC period M=3 0.611227650794
NEW WMCC period M=1 0.611227650794
Blind15A_38_S14_1290_2912
Var_Type             RRLYR
FLUX_RADIUS         2.4555
ELLIPTICITY      0.0693183
FWHM                 4.665
FLAGS                    0
Mean                20.555
Median_g           20.6835
Std               0.270466
MedianAbsDev        0.1196
Meanvariance     0.0131581
Eta_e              106.474
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.544125
Period_fit       0.0556893
WMCC_Period       0.544125
WMCC_conf         0.999208
Name: Blind15A_38_S14_1290_2912, dtype: object
0.544125484783
WMCC/LS =  1.0
OLD WMCC period M=3 0.544125484783
NEW WMCC period M=1 0.544125484783
Blind15A_38_S14_1541_0574
Var_Type             RRLYR
FLUX_RADIUS          2.498
ELLIPTICITY      0.0842491
FWHM                  5.03
FLAGS                    0
Mean               20.6505
Median_g           20.7707
Std               0.235685
MedianAbsDev        0.0805
Meanvariance      0.011413
Eta_e               194.86
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.625744
Period_fit        0.240073
WMCC_Period      0.0139679
WMCC_conf         0.998457
Name: Blind15A_38_S14_1541_0574, dtype: object
0.0139678965931
WMCC/LS =  0.0223220513965
OLD WMCC period M=3 0.0139678965931
NEW WMCC period M=1 0.0139678965931
Blind15A_38_S14_1562_0242
Var_Type             RRLYR
FLUX_RADIUS          2.613
ELLIPTICITY       0.086758
FWHM                  5.19
FLAGS                    0
Mean               20.4852
Median_g           20.4084
Std               0.252243
MedianAbsDev        0.2207
Meanvariance     0.0123134
Eta_e              125.253
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.346034
Period_fit       0.0123976
WMCC_Period       0.346433
WMCC_conf                1
Name: Blind15A_38_S14_1562_0242, dtype: object
0.346432834602
WMCC/LS =  1.00115340254
OLD WMCC period M=3 0.346432834602
NEW WMCC period M=1 0.346432834602
Blind15A_38_S14_1650_3030
Var_Type             RRLYR
FLUX_RADIUS          2.444
ELLIPTICITY      0.0654206
FWHM                  4.69
FLAGS                    0
Mean               20.5553
Median_g           20.7366
Std               0.412527
MedianAbsDev        0.2332
Meanvariance     0.0200691
Eta_e              46.1847
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.548097
Period_fit       0.0196991
WMCC_Period       0.548899
WMCC_conf         0.999999
Name: Blind15A_38_S14_1650_3030, dtype: object
0.548898515351
WMCC/LS =  1.0014619883
OLD WMCC period M=3 0.548898515351
NEW WMCC period M=1 0.548898515351
Blind15A_38_S15_0274_3505
Var_Type             RRLYR
FLUX_RADIUS          2.459
ELLIPTICITY      0.0430622
FWHM                   4.6
FLAGS                    0
Mean               20.4802
Median_g           20.5595
Std                0.23606
MedianAbsDev         0.097
Meanvariance     0.0115262
Eta_e              23.1748
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.67648
Period_fit       0.0829601
WMCC_Period       0.073617
WMCC_conf         0.968938
Name: Blind15A_38_S15_0274_3505, dtype: object
0.073616977353
WMCC/LS =  0.108823529412
OLD WMCC period M=3 0.073616977353
NEW WMCC period M=1 0.073616977353
Blind15A_38_S15_0473_0613
Var_Type              RRLYR
FLUX_RADIUS           2.431
ELLIPTICITY       0.0645463
FWHM                   4.73
FLAGS                     0
Mean                20.4642
Median_g            20.5334
Std                0.158372
MedianAbsDev         0.0891
Meanvariance     0.00773898
Eta_e               60.2003
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.770147
Period_fit        0.0298834
WMCC_Period        0.770147
WMCC_conf          0.999937
Name: Blind15A_38_S15_0473_0613, dtype: object
0.77014684
WMCC/LS =  1.0
OLD WMCC period M=3 0.77014684
NEW WMCC period M=1 0.77014684
Blind15A_38_S16_0347_2761
Var_Type             RRLYR
FLUX_RADIUS          2.422
ELLIPTICITY      0.0439771
FWHM                  4.29
FLAGS                    0
Mean               16.0694
Median_g           16.1941
Std               0.284202
MedianAbsDev        0.1715
Meanvariance     0.0176859
Eta_e              58.4247
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.571021
Period_fit        0.104041
WMCC_Period       0.569506
WMCC_conf         0.999891
Name: Blind15A_38_S16_0347_2761, dtype: object
0.569505626849
WMCC/LS =  0.997345468335
OLD WMCC period M=3 0.569505626849
NEW WMCC period M=1 0.569505626849
Blind15A_38_S16_0372_1275
Var_Type             RRLYR
FLUX_RADIUS           2.39
ELLIPTICITY      0.0583804
FWHM                  4.42
FLAGS                    0
Mean               20.4725
Median_g           20.5777
Std               0.317431
MedianAbsDev        0.2044
Meanvariance     0.0155052
Eta_e              105.296
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.66158
Period_fit        0.131842
WMCC_Period       0.661289
WMCC_conf         0.997202
Name: Blind15A_38_S16_0372_1275, dtype: object
0.661288568032
WMCC/LS =  0.999559665345
OLD WMCC period M=3 0.661288568032
NEW WMCC period M=1 0.661288568032
Blind15A_38_S1_1003_2193
Var_Type             RRLYR
FLUX_RADIUS          2.526
ELLIPTICITY      0.0958409
FWHM                  4.98
FLAGS                    0
Mean               20.4428
Median_g           20.5053
Std               0.229698
MedianAbsDev        0.1896
Meanvariance     0.0112361
Eta_e              51.7286
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.603127
Period_fit       0.0431988
WMCC_Period       0.603127
WMCC_conf                1
Name: Blind15A_38_S1_1003_2193, dtype: object
0.603127043374
WMCC/LS =  1.0
OLD WMCC period M=3 0.603127043374
NEW WMCC period M=1 0.603127043374
Blind15A_38_S1_1015_1026
Var_Type             RRLYR
FLUX_RADIUS          2.567
ELLIPTICITY      0.0817264
FWHM                  4.99
FLAGS                    0
Mean               20.7269
Median_g           20.8272
Std               0.226647
MedianAbsDev        0.0829
Meanvariance     0.0109349
Eta_e              111.123
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.608011
Period_fit        0.276668
WMCC_Period       0.608257
WMCC_conf         0.980871
Name: Blind15A_38_S1_1015_1026, dtype: object
0.608256921021
WMCC/LS =  1.00040502228
OLD WMCC period M=3 0.608256921021
NEW WMCC period M=1 0.608256921021
Blind15A_38_S1_1979_0630
Var_Type             RRLYR
FLUX_RADIUS          2.722
ELLIPTICITY      0.0933817
FWHM                  5.48
FLAGS                    0
Mean               20.3799
Median_g           20.4506
Std               0.234748
MedianAbsDev        0.1791
Meanvariance     0.0115186
Eta_e              34.5438
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           1.97603
Period_fit       0.0697551
WMCC_Period        0.66392
WMCC_conf         0.999558
Name: Blind15A_38_S1_1979_0630, dtype: object
0.663919689655
WMCC/LS =  0.335985853228
OLD WMCC period M=3 0.663919689655
NEW WMCC period M=1 0.663919689655
Blind15A_38_S20_0201_0579
Var_Type              RRLYR
FLUX_RADIUS           2.801
ELLIPTICITY        0.138674
FWHM                   5.82
FLAGS                     0
Mean                20.5839
Median_g            20.6598
Std                 0.19514
MedianAbsDev         0.1243
Meanvariance     0.00948022
Eta_e               149.089
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.343658
Period_fit         0.014885
WMCC_Period        0.344052
WMCC_conf                 1
Name: Blind15A_38_S20_0201_0579, dtype: object
0.344051852921
WMCC/LS =  1.00114547537
OLD WMCC period M=3 0.344051852921
NEW WMCC period M=1 0.344051852921
Blind15A_38_S20_0212_1969
Var_Type              RRLYR
FLUX_RADIUS           2.523
ELLIPTICITY       0.0749306
FWHM                   5.13
FLAGS                     0
Mean                 20.661
Median_g            20.6216
Std                0.194275
MedianAbsDev          0.179
Meanvariance     0.00940301
Eta_e               147.688
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.368085
Period_fit       0.00470413
WMCC_Period        0.368085
WMCC_conf                 1
Name: Blind15A_38_S20_0212_1969, dtype: object
0.368084886765
WMCC/LS =  1.0
OLD WMCC period M=3 0.368084886765
NEW WMCC period M=1 0.368084886765
Blind15A_38_S20_0304_1896
Var_Type             RRLYR
FLUX_RADIUS          2.516
ELLIPTICITY      0.0749306
FWHM                  5.01
FLAGS                    0
Mean               20.7277
Median_g           20.8731
Std               0.317513
MedianAbsDev        0.1193
Meanvariance     0.0153183
Eta_e              115.201
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.605559
Period_fit       0.0855697
WMCC_Period       0.606782
WMCC_conf         0.999603
Name: Blind15A_38_S20_0304_1896, dtype: object
0.606782358788
WMCC/LS =  1.00202020202
OLD WMCC period M=3 0.606782358788
NEW WMCC period M=1 0.606782358788
Blind15A_38_S20_1719_3499
Var_Type             RRLYR
FLUX_RADIUS          2.456
ELLIPTICITY      0.0566038
FWHM                  4.64
FLAGS                    0
Mean               20.8247
Median_g           20.9267
Std               0.277785
MedianAbsDev        0.0932
Meanvariance     0.0133392
Eta_e              130.717
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.603127
Period_fit        0.431236
WMCC_Period       0.604584
WMCC_conf         0.988093
Name: Blind15A_38_S20_1719_3499, dtype: object
0.604583871981
WMCC/LS =  1.00241545894
OLD WMCC period M=3 0.604583871981
NEW WMCC period M=1 0.604583871981
Blind15A_38_S21_0532_2148
Var_Type             RRLYR
FLUX_RADIUS          2.472
ELLIPTICITY      0.0942029
FWHM                  4.75
FLAGS                    0
Mean               20.6829
Median_g            20.821
Std                0.32593
MedianAbsDev        0.1041
Meanvariance     0.0157585
Eta_e              137.389
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.615486
Period_fit        0.247788
WMCC_Period       0.617257
WMCC_conf         0.997892
Name: Blind15A_38_S21_0532_2148, dtype: object
0.617257023428
WMCC/LS =  1.00287710645
OLD WMCC period M=3 0.617257023428
NEW WMCC period M=1 0.617257023428
Blind15A_38_S24_0316_1446
Var_Type             RRLYR
FLUX_RADIUS         2.4245
ELLIPTICITY      0.0583804
FWHM                 4.415
FLAGS                    0
Mean               17.1245
Median_g            17.147
Std               0.175129
MedianAbsDev       0.15505
Meanvariance     0.0102268
Eta_e              57.7292
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.625744
Period_fit       0.0517044
WMCC_Period       0.627313
WMCC_conf         0.999927
Name: Blind15A_38_S24_0316_1446, dtype: object
0.627312588973
WMCC/LS =  1.00250626567
OLD WMCC period M=3 0.627312588973
NEW WMCC period M=1 0.627312588973
Blind15A_38_S25_0413_1204
Var_Type              RRLYR
FLUX_RADIUS           2.508
ELLIPTICITY        0.108734
FWHM                   5.12
FLAGS                     0
Mean                20.2949
Median_g            20.2942
Std                0.197013
MedianAbsDev         0.1712
Meanvariance     0.00970755
Eta_e               74.7652
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.729022
Period_fit        0.0399599
WMCC_Period         0.72761
WMCC_conf          0.618379
Name: Blind15A_38_S25_0413_1204, dtype: object
0.727609659884
WMCC/LS =  0.998062015504
OLD WMCC period M=3 0.727609659884
NEW WMCC period M=1 0.727609659884
Blind15A_38_S25_1100_2231
Var_Type              RRLYR
FLUX_RADIUS           2.525
ELLIPTICITY       0.0842491
FWHM                   4.79
FLAGS                     0
Mean                20.0964
Median_g            20.1738
Std                0.258838
MedianAbsDev         0.1967
Meanvariance      0.0128798
Eta_e               88.2025
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.413715
Period_fit       0.00618836
WMCC_Period       0.0793211
WMCC_conf          0.537059
Name: Blind15A_38_S25_1100_2231, dtype: object
0.0793210974489
WMCC/LS =  0.191728727618
OLD WMCC period M=3 0.0793210974489
NEW WMCC period M=1 0.0793210974489
Blind15A_38_S26_0558_1949
Var_Type              RRLYR
FLUX_RADIUS           2.505
ELLIPTICITY       0.0933817
FWHM                    4.9
FLAGS                     2
Mean                20.4365
Median_g            20.4196
Std                0.182652
MedianAbsDev         0.1498
Meanvariance     0.00893756
Eta_e               93.2087
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.406988
Period_fit         0.272523
WMCC_Period        0.407319
WMCC_conf          0.999771
Name: Blind15A_38_S26_0558_1949, dtype: object
0.4073193214
WMCC/LS =  1.00081366965
OLD WMCC period M=3 0.4073193214
NEW WMCC period M=1 0.4073193214
Blind15A_38_S4_1222_3911
Var_Type              RRLYR
FLUX_RADIUS           2.345
ELLIPTICITY       0.0310078
FWHM                   4.16
FLAGS                     0
Mean                16.6994
Median_g            16.7093
Std                0.181012
MedianAbsDev         0.1903
Meanvariance      0.0108394
Eta_e               134.433
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS            0.33079
Period_fit       0.00320366
WMCC_Period        0.330644
WMCC_conf                 1
Name: Blind15A_38_S4_1222_3911, dtype: object
0.330644284016
WMCC/LS =  0.999559665345
OLD WMCC period M=3 0.330644284016
NEW WMCC period M=1 0.330644284016
Blind15A_38_S6_1574_2649
Var_Type             RRLYR
FLUX_RADIUS          2.299
ELLIPTICITY      0.0384615
FWHM                  4.11
FLAGS                    0
Mean               19.6979
Median_g           19.8634
Std               0.306677
MedianAbsDev        0.1448
Meanvariance      0.015569
Eta_e              106.929
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.427859
Period_fit       0.0164158
WMCC_Period       0.427859
WMCC_conf         0.999998
Name: Blind15A_38_S6_1574_2649, dtype: object
0.427859355556
WMCC/LS =  1.0
OLD WMCC period M=3 0.427859355556
NEW WMCC period M=1 0.427859355556
Blind15A_38_S8_0223_2176
Var_Type             RRLYR
FLUX_RADIUS          2.476
ELLIPTICITY      0.0732159
FWHM                     5
FLAGS                    0
Mean               20.5749
Median_g           20.6849
Std                0.31256
MedianAbsDev        0.2554
Meanvariance     0.0151913
Eta_e              122.585
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.612974
Period_fit        0.113196
WMCC_Period       0.614982
WMCC_conf         0.999693
Name: Blind15A_38_S8_0223_2176, dtype: object
0.614982120393
WMCC/LS =  1.00327600328
OLD WMCC period M=3 0.614982120393
NEW WMCC period M=1 0.614982120393
Blind15A_38_S8_0588_0496
Var_Type             RRLYR
FLUX_RADIUS          2.545
ELLIPTICITY      0.0950226
FWHM                  4.89
FLAGS                    0
Mean               20.6505
Median_g            20.774
Std               0.302615
MedianAbsDev        0.1873
Meanvariance     0.0146541
Eta_e               114.21
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.586635
Period_fit        0.138759
WMCC_Period       0.587553
WMCC_conf         0.995736
Name: Blind15A_38_S8_0588_0496, dtype: object
0.587553340376
WMCC/LS =  1.00156494523
OLD WMCC period M=3 0.587553340376
NEW WMCC period M=1 0.587553340376
Blind15A_38_S8_1034_0813
Var_Type             RRLYR
FLUX_RADIUS          2.522
ELLIPTICITY       0.086758
FWHM                  4.99
FLAGS                    0
Mean                20.533
Median_g           20.4627
Std               0.212518
MedianAbsDev        0.1339
Meanvariance     0.0103501
Eta_e              110.622
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.39625
Period_fit       0.0183095
WMCC_Period       0.396668
WMCC_conf                1
Name: Blind15A_38_S8_1034_0813, dtype: object
0.396668340729
WMCC/LS =  1.00105652404
OLD WMCC period M=3 0.396668340729
NEW WMCC period M=1 0.396668340729
Blind15A_38_S8_1775_2297
Var_Type             RRLYR
FLUX_RADIUS          2.454
ELLIPTICITY      0.0627929
FWHM                  4.87
FLAGS                    0
Mean               20.4921
Median_g           20.6711
Std               0.395508
MedianAbsDev        0.2194
Meanvariance     0.0193005
Eta_e               179.57
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.610482
Period_fit        0.135419
WMCC_Period       0.074438
WMCC_conf         0.999981
Name: Blind15A_38_S8_1775_2297, dtype: object
0.0744379845353
WMCC/LS =  0.121933085502
OLD WMCC period M=3 0.0744379845353
NEW WMCC period M=1 0.0744379845353
Blind15A_39_N1_0974_2319
Var_Type             RRLYR
FLUX_RADIUS         2.5475
ELLIPTICITY      0.0745023
FWHM                  4.69
FLAGS                    0
Mean               18.0643
Median_g           18.0987
Std               0.217641
MedianAbsDev        0.2058
Meanvariance     0.0120481
Eta_e              107.777
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.620574
Period_fit       0.0230829
WMCC_Period       0.620318
WMCC_conf                1
Name: Blind15A_39_N1_0974_2319, dtype: object
0.620318066914
WMCC/LS =  0.999586947542
OLD WMCC period M=3 0.620318066914
NEW WMCC period M=1 0.620318066914
Blind15A_39_N7_1192_3182
Var_Type             RRLYR
FLUX_RADIUS          2.461
ELLIPTICITY      0.0619129
FWHM                  4.53
FLAGS                    0
Mean               17.5461
Median_g           17.5857
Std               0.196535
MedianAbsDev        0.1689
Meanvariance     0.0112011
Eta_e              46.4702
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.74346
Period_fit       0.0533476
WMCC_Period       0.743829
WMCC_conf         0.999998
Name: Blind15A_39_N7_1192_3182, dtype: object
0.743828647845
WMCC/LS =  1.0004952947
OLD WMCC period M=3 0.743828647845
NEW WMCC period M=1 0.743828647845
Blind15A_39_S11_0955_3245
Var_Type             RRLYR
FLUX_RADIUS          2.331
ELLIPTICITY      0.0324139
FWHM                 4.195
FLAGS                    0
Mean               18.8282
Median_g           18.9739
Std               0.281216
MedianAbsDev        0.1164
Meanvariance     0.0149359
Eta_e              165.214
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.586637
Period_fit        0.208959
WMCC_Period       0.586179
WMCC_conf         0.998618
Name: Blind15A_39_S11_0955_3245, dtype: object
0.586178782201
WMCC/LS =  0.999219359874
OLD WMCC period M=3 0.586178782201
NEW WMCC period M=1 0.586178782201
Blind15A_39_S18_1884_0806
Var_Type              RRLYR
FLUX_RADIUS          2.3075
ELLIPTICITY       0.0375281
FWHM                  4.105
FLAGS                     3
Mean                17.2801
Median_g            17.3093
Std               0.0988414
MedianAbsDev         0.0686
Meanvariance     0.00571994
Eta_e               85.0389
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.416008
Period_fit        0.0169959
WMCC_Period        0.415433
WMCC_conf                 1
Name: Blind15A_39_S18_1884_0806, dtype: object
0.41543292946
WMCC/LS =  0.998616874133
OLD WMCC period M=3 0.41543292946
NEW WMCC period M=1 0.41543292946
Blind15A_39_S21_0267_1440
Var_Type             RRLYR
FLUX_RADIUS          2.391
ELLIPTICITY      0.0632316
FWHM                  4.46
FLAGS                    0
Mean               20.0193
Median_g           20.1555
Std               0.248548
MedianAbsDev       0.13655
Meanvariance     0.0124154
Eta_e              98.9441
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS           0.63906
Period_fit        0.130012
WMCC_Period      0.0740309
WMCC_conf         0.999913
Name: Blind15A_39_S21_0267_1440, dtype: object
0.0740308606921
WMCC/LS =  0.115843438825
OLD WMCC period M=3 0.0740308606921
NEW WMCC period M=1 0.0740308606921
Blind15A_40_N11_0753_2072
Var_Type              RRLYR
FLUX_RADIUS           2.236
ELLIPTICITY       0.0421456
FWHM                      4
FLAGS                     0
Mean                19.1114
Median_g            19.0776
Std                0.182672
MedianAbsDev         0.1411
Meanvariance     0.00955829
Eta_e               125.391
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS          0.0808284
Period_fit        0.0373831
WMCC_Period       0.0808067
WMCC_conf          0.999992
Name: Blind15A_40_N11_0753_2072, dtype: object
0.0808066857143
WMCC/LS =  0.999730965833
OLD WMCC period M=3 0.0808066857143
NEW WMCC period M=1 0.0808066857143
Blind15A_40_N13_0284_2493
Var_Type              RRLYR
FLUX_RADIUS           2.371
ELLIPTICITY       0.0485252
FWHM                   4.25
FLAGS                     0
Mean                18.4082
Median_g            18.4391
Std                0.147456
MedianAbsDev         0.1212
Meanvariance     0.00801035
Eta_e               71.2437
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.658681
Period_fit        0.0227028
WMCC_Period        0.658681
WMCC_conf          0.999995
Name: Blind15A_40_N13_0284_2493, dtype: object
0.658680813158
WMCC/LS =  1.0
OLD WMCC period M=3 0.658680813158
NEW WMCC period M=1 0.658680813158
Blind15A_42_N2_1970_3797
Var_Type             RRLYR
FLUX_RADIUS          2.311
ELLIPTICITY      0.0421456
FWHM                  4.14
FLAGS                    0
Mean               19.4007
Median_g           19.5421
Std               0.249081
MedianAbsDev        0.0893
Meanvariance     0.0128388
Eta_e              64.1619
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.682635
Period_fit       0.0510493
WMCC_Period       0.684814
WMCC_conf         0.999861
Name: Blind15A_42_N2_1970_3797, dtype: object
0.684814331053
WMCC/LS =  1.00319197446
OLD WMCC period M=3 0.684814331053
NEW WMCC period M=1 0.684814331053
Blind15A_42_S21_1410_0699
Var_Type             RRLYR
FLUX_RADIUS           3.76
ELLIPTICITY       0.140497
FWHM                 9.815
FLAGS                    0
Mean               22.7229
Median_g           22.7525
Std               0.289835
MedianAbsDev       0.22735
Meanvariance     0.0127552
Eta_e              356.001
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0648445
Period_fit        0.999971
WMCC_Period      0.0651992
WMCC_conf         0.923632
Name: Blind15A_42_S21_1410_0699, dtype: object
0.065199176348
WMCC/LS =  1.00547017452
OLD WMCC period M=3 0.065199176348
NEW WMCC period M=1 0.065199176348
Blind15A_44_N26_0810_2931
Var_Type             RRLYR
FLUX_RADIUS          2.357
ELLIPTICITY      0.0530303
FWHM                  4.29
FLAGS                    0
Mean               17.6243
Median_g           17.6836
Std               0.203751
MedianAbsDev        0.1855
Meanvariance     0.0115608
Eta_e              259.366
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.293321
Period_fit       0.0175685
WMCC_Period       0.293436
WMCC_conf                1
Name: Blind15A_44_N26_0810_2931, dtype: object
0.293435575615
WMCC/LS =  1.00039077765
OLD WMCC period M=3 0.293435575615
NEW WMCC period M=1 0.293435575615
Blind15A_46_N2_0465_1152
Var_Type             RRLYR
FLUX_RADIUS          3.541
ELLIPTICITY      0.0530303
FWHM                  6.81
FLAGS                    2
Mean               15.5463
Median_g           15.0485
Std                1.02605
MedianAbsDev        0.2673
Meanvariance     0.0659998
Eta_e              133.763
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS         0.0222172
Period_fit        0.999924
WMCC_Period      0.0117109
WMCC_conf         0.768071
Name: Blind15A_46_N2_0465_1152, dtype: object
No lightcurve for other filter
0.0117108665791
WMCC/LS =  0.527109166056
OLD WMCC period M=3 0.0117108665791
NEW WMCC period M=1 0.0117108665791
Blind15A_48_N13_0370_1870
Var_Type              RRLYR
FLUX_RADIUS          2.3355
ELLIPTICITY       0.0597083
FWHM                  4.445
FLAGS                     0
Mean                21.3379
Median_g            21.3952
Std                0.157908
MedianAbsDev        0.10285
Meanvariance     0.00740034
Eta_e                 130.6
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.707904
Period_fit         0.664965
WMCC_Period       0.0115548
WMCC_conf          0.832139
Name: Blind15A_48_N13_0370_1870, dtype: object
0.011554770176
WMCC/LS =  0.0163225081227
OLD WMCC period M=3 0.011554770176
NEW WMCC period M=1 0.011554770176
Blind15A_48_S10_0207_3362
Var_Type             RRLYR
FLUX_RADIUS          2.325
ELLIPTICITY      0.0384535
FWHM                 4.295
FLAGS                    0
Mean               16.4377
Median_g           16.6382
Std               0.396096
MedianAbsDev        0.1624
Meanvariance     0.0240968
Eta_e               110.09
Pred_Var_Type          NaN
Prob_Pred              NaN
PeriodLS          0.597911
Period_fit        0.170382
WMCC_Period        0.59696
WMCC_conf         0.999858
Name: Blind15A_48_S10_0207_3362, dtype: object
0.596959689737
WMCC/LS =  0.998408910103
OLD WMCC period M=3 0.596959689737
NEW WMCC period M=1 0.596959689737
Blind15A_48_S10_1986_1958
Var_Type              RRLYR
FLUX_RADIUS           2.196
ELLIPTICITY       0.0740741
FWHM                   4.89
FLAGS                     0
Mean                22.0625
Median_g            22.0246
Std                0.149334
MedianAbsDev         0.0883
Meanvariance     0.00676869
Eta_e               352.093
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS          0.0272914
Period_fit         0.999419
WMCC_Period       0.0152145
WMCC_conf          0.968881
Name: Blind15A_48_S10_1986_1958, dtype: object
0.0152144835766
WMCC/LS =  0.557481751823
OLD WMCC period M=3 0.0152144835766
NEW WMCC period M=1 0.0152144835766
Blind15A_49_N29_0230_1080
Var_Type              RRLYR
FLUX_RADIUS           2.449
ELLIPTICITY       0.0448867
FWHM                   4.38
FLAGS                     0
Mean                17.2038
Median_g            17.2091
Std                0.233174
MedianAbsDev          0.266
Meanvariance      0.0135536
Eta_e               160.119
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.302572
Period_fit       0.00989055
WMCC_Period        0.302816
WMCC_conf                 1
Name: Blind15A_49_N29_0230_1080, dtype: object
0.302816274818
WMCC/LS =  1.0008071025
OLD WMCC period M=3 0.302816274818
NEW WMCC period M=1 0.302816274818
Blind15A_50_N13_1298_3560
Var_Type              RRLYR
FLUX_RADIUS           2.403
ELLIPTICITY       0.0548204
FWHM                   4.34
FLAGS                     0
Mean                21.0703
Median_g            21.1025
Std                0.200803
MedianAbsDev         0.1828
Meanvariance     0.00953014
Eta_e               100.047
Pred_Var_Type           NaN
Prob_Pred               NaN
PeriodLS           0.641349
Period_fit        0.0735366
WMCC_Period       0.0323537
WMCC_conf          0.730878
Name: Blind15A_50_N13_1298_3560, dtype: object
0.032353677532
WMCC/LS =  0.0504462553357
OLD WMCC period M=3 0.032353677532
NEW WMCC period M=1 0.032353677532
In [140]:
plt.hist(table_15.query('Var_Type=="CEP"').Amplitude, bins=15, alpha=.5)
plt.hist(table_15.query('Var_Type=="RRLYR"').Amplitude, bins=25, alpha=.5)
plt.show()
In [131]:
cep_ = table_15.query('Var_Type == "CEP"')
rrl_ = table_15.query('Var_Type == "RRLYR"')
ebs_ = table_15.query('Var_Type == "EB"')
plt.plot(table_15.Color, table_15.Mean, '.b')
plt.plot(cep_.Color, cep_.Mean, '*r')
plt.plot(rrl_.Color, rrl_.Mean, '*g')
#plt.plot(ebs_.Color, ebs_.Mean, '*c')
plt.xlim(-3,3)
plt.ylim(15,25)
plt.show()
from astropy.coordinates import SkyCoord from astropy import units as u c = SkyCoord(ra=table_15.loc['Blind14A_29_N31_0314_2793','RA'], dec=table_15.loc['Blind14A_29_N31_0314_2793','DEC'], unit=(u.degree, u.degree)) print c.ra.hms print c.dec.radian
In [ ]:
#table_15.to_csv('%s/tables/__Blind15A_tables+feat_filter_type_sub_sp.csv'
#             % (mainpath))